{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to calculate street network indicators\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Documentation](https://osmnx.readthedocs.io/)\n",
    "  - [Journal article and citation info](https://geoffboeing.com/publications/osmnx-paper/)\n",
    "  - [Code repository](https://github.com/gboeing/osmnx)\n",
    "  - [Examples gallery](https://github.com/gboeing/osmnx-examples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:09.413767300Z",
     "start_time": "2025-03-08T08:09:05.764511600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "'2.0.1'"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate basic street network measures (topological and geometric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:21.849643600Z",
     "start_time": "2025-03-08T08:09:09.364763800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "1.0751643339909156"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the network for Piedmont, calculate its basic stats, then show the average circuity\n",
    "stats = ox.stats.basic_stats(ox.graph.graph_from_place(\"Piedmont, California, USA\"))\n",
    "stats[\"circuity_avg\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate density-based stats, you must also pass the network's bounding area in square meters (otherwise basic_stats() will just skip them in the calculation):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:30.058224Z",
     "start_time": "2025-03-08T08:09:21.850640400Z"
    }
   },
   "outputs": [],
   "source": [
    "# get the street network for a place, and its area in square meters\n",
    "place = \"Piedmont, California, USA\"\n",
    "gdf = ox.geocoder.geocode_to_gdf(place)\n",
    "area = ox.projection.project_gdf(gdf).union_all().area\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:30.195233900Z",
     "start_time": "2025-03-08T08:09:30.048220300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "n                                                                             352\nm                                                                             944\nk_avg                                                                    5.363636\nedge_length_total                                                   112049.010539\nedge_length_avg                                                        118.695986\nstreets_per_node_avg                                                     2.948864\nstreets_per_node_counts                  {0: 0, 1: 34, 2: 0, 3: 270, 4: 46, 5: 2}\nstreets_per_node_proportions    {0: 0.0, 1: 0.09659090909090909, 2: 0.0, 3: 0....\nintersection_count                                                            318\nstreet_length_total                                                  58086.346129\nstreet_segment_count                                                          495\nstreet_length_avg                                                      117.346154\ncircuity_avg                                                             1.111224\nself_loop_proportion                                                     0.006061\nnode_density_km                                                         80.946393\nintersection_density_km                                                 73.127707\nedge_density_km                                                       25766.94109\nstreet_density_km                                                    13357.614241\ndtype: object"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic and extended network stats, merge them together, and display\n",
    "stats = ox.stats.basic_stats(G, area=area)\n",
    "pd.Series(stats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Streets/intersection counts and proportions are nested dicts inside the stats dict. To convert these stats to a pandas dataframe (to compare/analyze multiple networks against each other), just unpack these nested dicts first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:30.349248700Z",
     "start_time": "2025-03-08T08:09:30.197231600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                              value\nn                           352.000\nm                           944.000\nk_avg                         5.364\nedge_length_total        112049.011\nedge_length_avg             118.696\nstreets_per_node_avg          2.949\nintersection_count          318.000\nstreet_length_total       58086.346\nstreet_segment_count        495.000\nstreet_length_avg           117.346\ncircuity_avg                  1.111\nself_loop_proportion          0.006\nnode_density_km              80.946\nintersection_density_km      73.128\nedge_density_km           25766.941\nstreet_density_km         13357.614\n0way_int_count                0.000\n1way_int_count               34.000\n2way_int_count                0.000\n3way_int_count              270.000\n4way_int_count               46.000\n5way_int_count                2.000\n0way_int_prop                 0.000\n1way_int_prop                 0.097\n2way_int_prop                 0.000\n3way_int_prop                 0.767\n4way_int_prop                 0.131\n5way_int_prop                 0.006",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>n</th>\n      <td>352.000</td>\n    </tr>\n    <tr>\n      <th>m</th>\n      <td>944.000</td>\n    </tr>\n    <tr>\n      <th>k_avg</th>\n      <td>5.364</td>\n    </tr>\n    <tr>\n      <th>edge_length_total</th>\n      <td>112049.011</td>\n    </tr>\n    <tr>\n      <th>edge_length_avg</th>\n      <td>118.696</td>\n    </tr>\n    <tr>\n      <th>streets_per_node_avg</th>\n      <td>2.949</td>\n    </tr>\n    <tr>\n      <th>intersection_count</th>\n      <td>318.000</td>\n    </tr>\n    <tr>\n      <th>street_length_total</th>\n      <td>58086.346</td>\n    </tr>\n    <tr>\n      <th>street_segment_count</th>\n      <td>495.000</td>\n    </tr>\n    <tr>\n      <th>street_length_avg</th>\n      <td>117.346</td>\n    </tr>\n    <tr>\n      <th>circuity_avg</th>\n      <td>1.111</td>\n    </tr>\n    <tr>\n      <th>self_loop_proportion</th>\n      <td>0.006</td>\n    </tr>\n    <tr>\n      <th>node_density_km</th>\n      <td>80.946</td>\n    </tr>\n    <tr>\n      <th>intersection_density_km</th>\n      <td>73.128</td>\n    </tr>\n    <tr>\n      <th>edge_density_km</th>\n      <td>25766.941</td>\n    </tr>\n    <tr>\n      <th>street_density_km</th>\n      <td>13357.614</td>\n    </tr>\n    <tr>\n      <th>0way_int_count</th>\n      <td>0.000</td>\n    </tr>\n    <tr>\n      <th>1way_int_count</th>\n      <td>34.000</td>\n    </tr>\n    <tr>\n      <th>2way_int_count</th>\n      <td>0.000</td>\n    </tr>\n    <tr>\n      <th>3way_int_count</th>\n      <td>270.000</td>\n    </tr>\n    <tr>\n      <th>4way_int_count</th>\n      <td>46.000</td>\n    </tr>\n    <tr>\n      <th>5way_int_count</th>\n      <td>2.000</td>\n    </tr>\n    <tr>\n      <th>0way_int_prop</th>\n      <td>0.000</td>\n    </tr>\n    <tr>\n      <th>1way_int_prop</th>\n      <td>0.097</td>\n    </tr>\n    <tr>\n      <th>2way_int_prop</th>\n      <td>0.000</td>\n    </tr>\n    <tr>\n      <th>3way_int_prop</th>\n      <td>0.767</td>\n    </tr>\n    <tr>\n      <th>4way_int_prop</th>\n      <td>0.131</td>\n    </tr>\n    <tr>\n      <th>5way_int_prop</th>\n      <td>0.006</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unpack dicts into individiual keys:values\n",
    "stats = ox.stats.basic_stats(G, area=area)\n",
    "for k, count in stats[\"streets_per_node_counts\"].items():\n",
    "    stats[f\"{k}way_int_count\"] = count\n",
    "for k, proportion in stats[\"streets_per_node_proportions\"].items():\n",
    "    stats[f\"{k}way_int_prop\"] = proportion\n",
    "\n",
    "# delete the no longer needed dict elements\n",
    "del stats[\"streets_per_node_counts\"]\n",
    "del stats[\"streets_per_node_proportions\"]\n",
    "\n",
    "# load as a pandas dataframe\n",
    "pd.DataFrame(pd.Series(stats, name=\"value\")).round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect betweenness centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:31.095296Z",
     "start_time": "2025-03-08T08:09:30.352243700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(53124805, 0.3172161172161172)"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate betweenness with a digraph of G (ie, no parallel edges)\n",
    "bc = nx.betweenness_centrality(ox.convert.to_digraph(G), weight=\"length\")\n",
    "max_node, max_bc = max(bc.items(), key=lambda x: x[1])\n",
    "max_node, max_bc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the city of Piedmont, California, the node with the highest betweenness centrality has ~31% of all shortest paths running through it. Let's highlight it in the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:31.367319Z",
     "start_time": "2025-03-08T08:09:31.093295100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc = [\"r\" if node == max_node else \"w\" for node in G.nodes]\n",
    "ns = [80 if node == max_node else 15 for node in G.nodes]\n",
    "fig, ax = ox.plot.plot_graph(G, node_size=ns, node_color=nc, node_zorder=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "~30% of all shortest paths run through the node highlighted in red. Let's look at the relative betweenness centrality of every node in the graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:31.647334600Z",
     "start_time": "2025-03-08T08:09:31.428319900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add the betweenness centraliy values as new node attributes, then plot\n",
    "nx.set_node_attributes(G, bc, \"bc\")\n",
    "nc = ox.plot.get_node_colors_by_attr(G, \"bc\", cmap=\"plasma\")\n",
    "fig, ax = ox.plot.plot_graph(\n",
    "    G,\n",
    "    node_color=nc,\n",
    "    node_size=30,\n",
    "    node_zorder=2,\n",
    "    edge_linewidth=0.2,\n",
    "    edge_color=\"w\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, the nodes are visualized by betweenness centrality, from low (dark violet) to high (light yellow). The colors in the colorspace are linearly mapped to the attribute values."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
